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Predicting model behavior before release by simulating deployment

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Summary

OpenAI describes Deployment Simulation, a method that replays privacy-preserving samples of past conversations with a new candidate model before release to preview its behavior. The company says the method improved estimates of undesired behavior rates across multiple GPT-5-series Thinking deployments, surfaced novel misalignment, and reduced models' ability to recognize they are being tested. It can measure behaviors occurring at no less than 1 in 200,000 messages.